TY - JOUR
T1 - On source coding with side-information-dependent distortion measures
AU - Linder, Tamâs
AU - Zamir, Ram
AU - Zeger, Kenneth
N1 - Funding Information:
Manuscript received May 20, 1998; revised September 12, 1999 and May 12, 2000. The work was supported in part by the National Science Foundation, Flishman Foundation, and the Natural Sciences and Engineering Research Council of Canada. T. Linder is with the Department of Mathematics and Statistics, Queen’s University, Kingston, ON, K7L 3N6 Canada (e-mail: [email protected]). R. Zamir is with the Department of Electrical Engineering–Systems, Tel-Aviv University, Ramat-Aviv, 69978, Israel (e-mail: [email protected]). K. Zeger is with the Department of Electrical and Computer Engineering, University of California at San Diego, La Jolla, CA 92093-0407 (e-mail: [email protected]). Communicated by P. A. Chou, Associate Editor for Source Coding. Publisher Item Identifier S 0018-9448(00)09677-2.
PY - 2000/11
Y1 - 2000/11
N2 - High-resolution bounds in lossy coding of a real memoryless source are considered when side information is present. Let X be a 'smooth' source and let Y be the side information. First we treat the case when both the encoder and the decoder have access to Y and we establish an asymptotically tight (high-resolution) formula for the conditional rate-distortion function RX|Y (D) for a class of locally quadratic distortion measures which may be functions of the side information. We then consider the case when only the decoder has access to the side information (i.e., the 'Wyner-Ziv problem'). For side-information-dependent distortion measures, we give an explicit formula which tightly approximates the Wyner-Ziv rate-distortion function RWZ (D) for small D under some assumptions on the joint distribution of X and Y. These results demonstrate that for side-information-dependent distortion measures the rate loss RWZ (D) - RX|Y (D) can be bounded away from zero in the limit of small D. This contrasts the case of distortion measures which do not depend on the side information where the rate loss vanishes as D → 0.
AB - High-resolution bounds in lossy coding of a real memoryless source are considered when side information is present. Let X be a 'smooth' source and let Y be the side information. First we treat the case when both the encoder and the decoder have access to Y and we establish an asymptotically tight (high-resolution) formula for the conditional rate-distortion function RX|Y (D) for a class of locally quadratic distortion measures which may be functions of the side information. We then consider the case when only the decoder has access to the side information (i.e., the 'Wyner-Ziv problem'). For side-information-dependent distortion measures, we give an explicit formula which tightly approximates the Wyner-Ziv rate-distortion function RWZ (D) for small D under some assumptions on the joint distribution of X and Y. These results demonstrate that for side-information-dependent distortion measures the rate loss RWZ (D) - RX|Y (D) can be bounded away from zero in the limit of small D. This contrasts the case of distortion measures which do not depend on the side information where the rate loss vanishes as D → 0.
UR - http://www.scopus.com/inward/record.url?scp=0034316126&partnerID=8YFLogxK
U2 - 10.1109/18.887884
DO - 10.1109/18.887884
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AN - SCOPUS:0034316126
SN - 0018-9448
VL - 46
SP - 2697
EP - 2704
JO - IEEE Transactions on Information Theory
JF - IEEE Transactions on Information Theory
IS - 7
ER -